SOTAVerified

Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

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Showing 1201–1250 of 2974 papers

TitleStatusHype
Content based News Recommendation via Shortest Entity Distance over Knowledge GraphsCode0
Connector 0.5: A unified framework for graph representation learningCode0
Guiding Neural Entity Alignment with CompatibilityCode0
Creating Knowledge Graphs for Geographic Data on the WebCode0
Inducing a Decision Tree with Discriminative Paths to Classify Entities in a Knowledge GraphCode0
From Alignment to Entailment: A Unified Textual Entailment Framework for Entity AlignmentCode0
Inducing Discourse Marker Inventories from Lexical Knowledge GraphsCode0
Augmenting Knowledge Graphs for Better Link PredictionCode0
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational AssumptionsCode0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
Improving the Robustness of Knowledge-Grounded Dialogue via Contrastive LearningCode0
Improving rule mining via embedding-based link predictionCode0
Incorporating Domain Knowledge into Medical NLI using Knowledge GraphsCode0
Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge GraphsCode0
ForPKG: A Framework for Constructing Forestry Policy Knowledge Graph and Application AnalysisCode0
Conflict-Aware Pseudo Labeling via Optimal Transport for Entity AlignmentCode0
Incorporating Legal Structure in Retrieval-Augmented Generation: A Case Study on Copyright Fair UseCode0
A Survey of Link Prediction in N-ary Knowledge GraphsCode0
ForecastTKGQuestions: A Benchmark for Temporal Question Answering and Forecasting over Temporal Knowledge GraphsCode0
Logic Attention Based Neighborhood Aggregation for Inductive Knowledge Graph EmbeddingCode0
Cross-lingual Entity Alignment with Adversarial Kernel Embedding and Adversarial Knowledge TranslationCode0
Heterogeneous Hypergraph Embedding for Recommendation SystemsCode0
Conditional Logical Message Passing Transformer for Complex Query AnsweringCode0
Improving Multi-hop Logical Reasoning in Knowledge Graphs with Context-Aware Query Representation LearningCode0
Incorporating Literals into Knowledge Graph EmbeddingsCode0
Hi-ArG: Exploring the Integration of Hierarchical Argumentation Graphs in Language PretrainingCode0
Hierarchical Blockmodelling for Knowledge GraphsCode0
Multi-task Pre-training Language Model for Semantic Network CompletionCode0
Improving Hyper-Relational Knowledge Graph CompletionCode0
M^2ConceptBase: A Fine-Grained Aligned Concept-Centric Multimodal Knowledge BaseCode0
Focus, Merge, Rank: Improved Question Answering Based on Semi-structured Knowledge BasesCode0
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement LearningCode0
Improving Knowledge Graph Embedding Using Simple ConstraintsCode0
Massively Multilingual Language Models for Cross Lingual Fact Extraction from Low Resource Indian LanguagesCode0
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question AnsweringCode0
Hierarchical Tree-structured Knowledge Graph For Academic Insight SurveyCode0
Knowledge Hypergraphs: Prediction Beyond Binary RelationsCode0
Firzen: Firing Strict Cold-Start Items with Frozen Heterogeneous and Homogeneous Graphs for RecommendationCode0
I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge GraphsCode0
i-Align: an interpretable knowledge graph alignment modelCode0
HyTE: Hyperplane-based Temporally aware Knowledge Graph EmbeddingCode0
A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of ThingsCode0
Hypernetwork Knowledge Graph EmbeddingsCode0
Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning TasksCode0
Aligning Knowledge Graphs Provided by Humans and Generated from Neural Networks in Specific TasksCode0
Finding Streams in Knowledge Graphs to Support Fact CheckingCode0
Finding Paths for Explainable MOOC Recommendation: A Learner PerspectiveCode0
Hyperbolic Hierarchical Knowledge Graph Embeddings for Link Prediction in Low DimensionsCode0
Identifying and Explaining Discriminative AttributesCode0
Finding Motifs in Knowledge Graphs using CompressionCode0
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All datasetsMARS (Multimodal Analogical Reasoning dataSet)JerichoWorldWikiKG90M-LSCFB15k

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34—Unverified
2MKGformerMRR0.32—Unverified
3MarT_FLAVAMRR0.29—Unverified
4ViLBERTMRR0.29—Unverified
5IKRL (ANALOGY)MRR0.28—Unverified
6IKRLMRR0.27—Unverified
7ViLTMRR0.26—Unverified
8TransAEMRR0.22—Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15—Unverified
2Q*BERTSet accuracy32.78—Unverified
3GATA-WSet accuracy24.06—Unverified
4WorldformerSet accuracy23.22—Unverified
5Seq2SeqSet accuracy14.29—Unverified
6RulesSet accuracy4.7—Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48—Unverified
2ComplEx-ConcatTest MRR0.86—Unverified
3ComplEx-RoBERTaTest MRR0.72—Unverified
4TransE-RoBERTaTest MRR0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59—Unverified